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Record W2887314135 · doi:10.1158/1557-3265.ovca17-a45

Abstract A45: Treatment patterns and outcomes among platinum-refractory/resistant ovarian cancer patients

2018· article· en· W2887314135 on OpenAlexaboutno aff
Rohan Parikh, Samantha K. Kurosky, Margarita Udall, Jane Chang, Joseph C. Cappelleri, Jim Doherty, James A. Kaye

Bibliographic record

VenueClinical Cancer Research · 2018
Typearticle
Languageen
FieldMedicine
TopicOvarian cancer diagnosis and treatment
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineFallopian tubeOvarian cancerRefractory (planetary science)Internal medicineFallopian tube cancerMedical recordCancerProportional hazards modelStage (stratigraphy)Gynecology

Abstract

fetched live from OpenAlex

Abstract Background: Real-world evidence on current treatment patterns and outcomes is limited for patients with platinum-refractory/resistant epithelial ovarian, fallopian tube, or primary peritoneal cancer (PRROC). This study aimed to describe the treatment patterns and outcomes of patients with PRROC in the United States (US), the United Kingdom (UK), and Canada (CA). Methods: Physicians retrospectively reviewed medical records of females aged ≥18 years diagnosed with PRROC from January 2010 to June 2014. Follow-up data available through October 2016 were extracted. Patient characteristics, initial PRROC treatment regimens, and associated health care utilization were assessed descriptively; clinical outcomes were estimated using the Kaplan-Meier and Cox proportional-hazards methods. Results: Data were obtained on 392 US, 296 UK, and 82 CA patients. At initial diagnosis of epithelial ovarian, fallopian tube, or peritoneal cancer, 65.8% (US), 93.3% (UK), and 82.9% (CA) of patients had stage III/IV disease and 43.6% (US), 73.7% (UK), and 56.1% (CA) had high-grade tumors. Most patients were diagnosed with PRROC in 2013 or 2014 (US: 64.8%, UK: 72.3%, CA: 64.6%) and mean age at PRROC diagnosis was 57 years in the US and CA and 59 years in the UK. The proportion of patients with ECOG performance status (PS) ≤1 at PRROC diagnosis was 57.7% in the US, 80.1% in the UK, and 36.6% in CA. Most patients received systemic treatment after PRROC diagnosis (US 71.4%; UK 83.1%; CA 81.7%). Most of the patients received only one treatment line at the time of extraction (US: 64.3%, UK: 75.6%, CA: 70.2%). Bevacizumab ± chemotherapy (US 41.4%; UK 12.6%; CA 35.8%) and pegylated liposomal doxorubicin (PLD) monotherapy (US 18.6%; UK 50.0%; CA 34.3%) were the most common initial therapies. Common subsequent treatments varied between the countries, including topotecan, gemcitabine, PLD, paclitaxel. During initial treatment for PRROC, 80.7%, 59.8%, and 44.8% of patients had at least one office visit and 18.9%, 7.3%, and 19.4% of patients had at least one emergency department visit in the US, UK, and CA, respectively. Hospitalizations during initial treatment for PRROC were observed among 17.5% of patients in the US, 10.2% in the UK, and 14.9% in CA. Treatment toxicity was the most common reason for hospitalization (US 75.5%; UK 64.0%; CA 80.0%). Median progression-free survival (PFS; 95% confidence interval) was 6.4 (5.4-9.3), 8.0 (6.8-9.2), and 5.6 (4.9-6.2) months in the US, UK, and CA, respectively. The Cox proportional-hazards model showed that stage III/IV, high-grade tumors, and poorer PS were associated with shorter survival. Conclusions: Even though bevacizumab ± chemotherapy and PLD were the most common initial PRROC treatments in the three countries, relatively higher utilization of bevacizumab ± chemotherapy was observed in the US and CA than the UK, plausibly due to lack of bevacizumab reimbursement in the UK for the treatment of PRROC. Limited PFS and a high prevalence of hospitalization due to treatment toxicity observed with initial treatments suggest a continued need for more effective and tolerable treatment strategies for PRROC. Citation Format: Rohan Parikh, Samantha Kurosky, Margarita Udall, Jane Chang, Joseph C. Cappelleri, Jim P. Doherty, James A. Kaye. Treatment patterns and outcomes among platinum-refractory/resistant ovarian cancer patients. [abstract]. In: Proceedings of the AACR Conference: Addressing Critical Questions in Ovarian Cancer Research and Treatment; Oct 1-4, 2017; Pittsburgh, PA. Philadelphia (PA): AACR; Clin Cancer Res 2018;24(15_Suppl):Abstract nr A45.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.059
Threshold uncertainty score0.118

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.182
GPT teacher head0.505
Teacher spread0.322 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2018
Admission routes1
Has abstractyes

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